Development of quick neutron spectrum reconstruction module based on POD for burnup calculation of fast reactor

A quick neutron spectrum reconstruction module based on proper orthogonal decomposition (POD) and a regression model for fast reactors is developed for the general-purpose burnup calculation code SWAT-X. This module enables burnup calculations to be performed quickly for arbitrary conditions based on a few parameters, eliminating the need for computationally intensive calculation codes. Reduced-order and regression models are constructed by applying the POD technique to the snapshot data of the multi-group neutron fluxes calculated using randomly-sampled parameter sets for a single hexagonal pin-cell of a sodium-cooled fast reactor. The neutron spectrum is reconstructed using a linear combination of POD basis vectors with the coefficients obtained from the regression model. The applicability of a pin-cell model, the accuracy of the reconstruction module itself, and its integration with SWAT-X are verified by comparing with the calculation results from the reactor physics code system CBZ. The comparison of nuclide inventories between pin-cell and whole core models shows an agreement within 5% for major actinoids and fission products with relatively large inventories. The developed module reproduces the neutron spectrum above several hundred eV with an accuracy of a few percent using up to six POD basis vectors. It also predicts the 1-group cross sections with an accuracy of a few percent for all parameter sets when the reduced-order model is used with eight POD basis vectors and third-degree polynomial regression. Furthermore, SWAT-X implementing the developed module reproduces major actinoid compositions within approximately 6% of the CBZ results.

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Publication Details

Journal
Nuclear Engineering and Technology
Published
2026-02-03
DOI
https://doi.org/10.1016/j.net.2026.104176
Primary Topic
Nuclear reactor physics and engineering
Type
article
Field-Weighted Citation Impact
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article

Development of quick neutron spectrum reconstruction module based on POD for burnup calculation of fast reactor

Naoto Aizawa, Kenichi Tada, Go CHIBA, Akio YAMAMOTO et al.
Nuclear Engineering and Technology
Nuclear reactor physics and engineering
article

Development of quick neutron spectrum reconstruction module based on POD for burnup calculation of fast reactor

Naoto Aizawa, Kenichi Tada, Go CHIBA, Akio YAMAMOTO, Tatsuya FUJITA, Tomoaki WATANABE
article en

Abstract

A quick neutron spectrum reconstruction module based on proper orthogonal decomposition (POD) and a regression model for fast reactors is developed for the general-purpose burnup calculation code SWAT-X. This module enables burnup calculations to be performed quickly for arbitrary conditions based on a few parameters, eliminating the need for computationally intensive calculation codes. Reduced-order and regression models are constructed by applying the POD technique to the snapshot data of the multi-group neutron fluxes calculated using randomly-sampled parameter sets for a single hexagonal pin-cell of a sodium-cooled fast reactor. The neutron spectrum is reconstructed using a linear combination of POD basis vectors with the coefficients obtained from the regression model. The applicability of a pin-cell model, the accuracy of the reconstruction module itself, and its integration with SWAT-X are verified by comparing with the calculation results from the reactor physics code system CBZ. The comparison of nuclide inventories between pin-cell and whole core models shows an agreement within 5% for major actinoids and fission products with relatively large inventories. The developed module reproduces the neutron spectrum above several hundred eV with an accuracy of a few percent using up to six POD basis vectors. It also predicts the 1-group cross sections with an accuracy of a few percent for all parameter sets when the reduced-order model is used with eight POD basis vectors and third-degree polynomial regression. Furthermore, SWAT-X implementing the developed module reproduces major actinoid compositions within approximately 6% of the CBZ results.

Nuclear Engineering and TechnologyVol. 58(5)
Japan Atomic Energy Agency (JP), Tohoku University (JP), Hokkaido University (JP), Nagoya University (JP)
Openalex Percentile: Top 68%
Nuclear reactor physics and engineering
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